• International Journal of Computer Science & Network Security
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• 제21권9호
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• pp.223-229
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• 2021

Classification of different blood cell types is an essential task for human's medical treatment. The white blood cells have different types of cells. Counting total White Blood Cells (WBC) and differential of the WBC types are required by the physicians to diagnose the disease correctly. This paper used transfer learning methods to the pre-trained deep learning models to classify different WBCs. The best pre-trained model was Inception ResNetV2 with Adam optimizer that produced classification accuracy of 98.4% for the dataset comprising four types of WBCs.

• 한국정보처리학회논문지
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• 제6권10호
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• pp.2707-2715
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• 1999

Recently, there have been researches to automate processing and analysing images in the medical field using image processing technique, a fast communication network, and high performance hardware. In this paper, we propose a system to be able to analyze morphological abnormality of red-blood cells for peripheral blood image using image processing techniques. To do this, we segment red-blood cells in the blood image acquired from microscope with CCD camera and then extract UNL fourier features to classify them into 15 classes. We reduce the number of multi-variate features using PCA to construct a more efficient classifier. Our system has the best performance in recognition rate, compared with two other algorithms, LVQ3 and k-NN. So, we show that it can be applied to a pathological guided system.

• 제어로봇시스템학회:학술대회논문집
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• 제어로봇시스템학회 2004년도 ICCAS
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• pp.1889-1891
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• 2004

The differential white blood cell count plays an important role in the diagnosis of different diseases. It is a tedious task to count these classes of cell manually. An automatic counter using computer vision helps to perform this medical test rapidly and accurately. Most commercial-available automatic white blood cell analysis composed mainly 3 steps including segmentation, feature extraction and classification. In this paper we concentrate on the first step in automatic white-blood-cell analysis by proposing a segmentation scheme that utilizes a benefit of active contour. Specifically, the binary image is obtained by thresolding of the input blood smear image. The initial shape of active is then placed roughly inside the white blood cell and allowed to grow to fit the shape of individual white blood cell. The white blood cell is then separated using the extracted contour. The force that drives the active contour is the combination of gradient vector flow force and balloon force. Our purposed technique can handle very promising to separate the remaining red blood cells.

• Asian Pacific Journal of Cancer Prevention
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• 제17권3호
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• pp.1049-1052
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• 2016

Background: Myelodysplastic syndrome (MDS) is a clonal disorder of hemopoeitic stem cells, characterized by infective hematopoiesis, peripheral cytopenias along with hypercellularity of marrow and marked dysplastic features. Our aim was to study the spectrum of the WHO classification in adult Pakistani patients with MDS at disease presentation. Materials and Methods: This retrospective descriptive study was conducted at Liaquat National Hospital and Medical College, extending from January 2010 to December 2014. Patient data were retrieved from the maintained archives. Results: Overall, 45 patients were diagnosed at our institution with de novo MDS during the study period. There were 28 males and 17 females. Age ranged between 18 and 95 years with a mean of $57.6{\pm}17.4years$. The male to female ratio was 1.7:1. According to the WHO classification, 53.3% had refractory cytopenia with multilineage dysplasia, 22.2% had refractory cytopenia with unilineage dysplasia, 4.4% each had refractory anemia with excess of blasts-1 and II and 15.5% had MDS unclassified. The main presenting complaints were generalized fatigue (60%), fever (33.3%), dyspnea (15.5%), bleeding (13.3%) and weight loss (11.1%). Physical examination revealed pallor in 37.7%, followed by petechial and purpuric rashes in 20% of patients. Hemoglobin was <10 g/dl in 41 (91.1%). Pancytopenia and bicytopenia were noted in 18 (40%) and 14 (31.1%) respectively. Conclusions: MDS in our patients presents at a relatively young age. Refractory c ytopenia with multilineage dysplasia was the dominant disease variant in our setting.

• 전자공학회논문지C
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• 제36C권12호
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• pp.90-97
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• 1999

최근에 컴퓨터를 이용한 영상처리기술 및 고속통신망의 발달과 더불어 하드웨어의 고성능화로 의학분야에서 발생되는 영상들에 대해 분석 및 처리를 자동화하려는 많은 연구가 진행되고 있다. 본 논문에서는 말초혈액영상에서 혈구세포들을 자동으로 분석, 분류 및 카운트하기 위해 다층신경망에 기반한 시스템을 설계 및 구현하였다. 이를 위해 먼저 CDD 카메라가 부착된 현미경으로부터 영상을 입력받아 적혈구와 백혈구 분류를 위한 다양한 특징추출 알고리즘을 적용하였다. 또한, PCA를 적용해 다차원의 특징을 저차원으로 줄여 분류기의 훈련과 인식 시간을 단축시킴으로서 보다 효율적인 분류기 시스템을 구축하였다. 따라서 , 본 논문에서는 제안된 시스템이 실제 임상 병리진단 가이드 시스템에 적용 가능함을 보일 수 있었다.

• 한국어병학회지
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• 제8권1호
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• pp.47-55
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• 1995

한국산 메기 (Silurus asotus) 의 말초혈액중의 백혈구를 May-Grunwald Gimesa 염색에 의한 형태학적 특성과 Peroxidase, Alkaline phosphatase, Acid phosphatase, PAS 반응에 의한 세포 화학적 성상 및 Escherichia coli 포르말린 사균에 대한 식작용의 유무에 따라 분류하여 각 혈구의 조성을 산출하였다. 말초혈액중의 백혈구는 호중구, 단구, 림프구 및 전구의 4 종으로 구분 되어졌다. 호중구는 직경 $12\sim15{\mu}m$의 원형의 세포로, 핵은 대부분이 원형, 난형 또는 2-3개의 분엽핵상으로 호중성의 세포질내에 편재되어 있었고, Peroxidase 와 PAS 반응에는 양성, Alkaline phosphatase 와 Acid phosphatase 반응은 음성이었으며 식작용을 표시하였다. 단구는 직경 $12\sim15{\mu}m$의 원형 또는 불규칙한 모양의 세포로 핵은 완두콩 또는 불규칙한 모양으로 모든 세포화학 반응에 음성이었지만, 식작용을 나타냈다. 림프구는 직경 $5.5\sim8.0{\mu}m$의 원형으로 핵이 세포의 대부분을 차지하고 있었으며, 모든 세포화학 반응과 식작용은 음성이었다. 전구는 $5.8\sim7.2{\times}7.2\sim14.4{\mu}m$의 난원형 또는 방추형의 세포로 핵은 세포의 형태에 동일하였으며, 모든 세포화학반응과 탐식능이 음성이었다. 말초혈액중의 각 혈구와 조성은 림프구가 제일 많고 다음이 전구, 호중구, 단구의 순으로 많았다.

• International Journal of Control, Automation, and Systems
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• 제4권5호
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• pp.637-644
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• 2006

Biomedical image is often complex. An applied image analysis system should deal with the images which are of quite low quality and are challenging to segment. This paper presents a framework for color cell image segmentation by learning and classification online. It is a robust two-stage scheme using kernel method and watershed transform. In first stage, a two-class SVM is employed to discriminate the pixels of object from background; where the SVM is trained on the data which has been analyzed using the mean shift procedure. A real-time training strategy is also developed for SVM. In second stage, as the post-processing, local watershed transform is used to separate clustering cells. Comparison with the SSF (Scale space filter) and classical watershed-based algorithm (those are often employed for cell image segmentation) is given. Experimental results demonstrate that the new method is more accurate and robust than compared methods.

• Asian Pacific Journal of Cancer Prevention
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• 제13권12호
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• pp.6527-6531
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• 2012

Purpose: Complement receptor 1 (CR1) is induced by Epstein-Barr virus (EBV) and may be a potential biomarker of nasopharyngeal carcinoma (NPC). We conducted the present study to evaluate the association of CR1 expression with clinicopathological features and prognosis of NPC. Methods: We enrolled 145 NPC patients and 110 controls. Expression levels of CR1 in peripheral blood mononuclear cells (PBMCs) were detected using quantitative real-time PCR and associations with clinicopathological features and prognosis were examined. Results: CR1 levels in the NPC group [3.54 (3.34, 3.79)] were slightly higher than those in the controls [3.33 (3.20, 3.47)] (P<0.001). Increased CR1 expression was associated with histology classification (type III vs. type II, P=0.002), advanced clinical stage (P=0.003), high T stage (P=0.017), and poor overall survival (HR, 4.89; 95% CI, 1.23-19.42; P=0.024). However, there were no statistically significant differences in CR1 expression among N or M stages. Conclusion: These findings indicate that CR1 expression in PBMCs may be a new biomarker for prognosis of NPC and a potential therapeutic target.

• Journal of Chest Surgery
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• 제31권10호
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• pp.973-981
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• 1998

비소세포폐암의 술후 생존률의 향상을 위하여 1989년 1월부터 1995년 12월까지 고신대학교 복음병원 흉부외과에서 수술시행한 환자중에 술후 제1병기 비소세포폐암으로 진단된 68명의 환자를 대상으로 Kaplan-Meier 방법에 의해 5년 생존률을 구하고 임상 및 병리조직학적인자, 즉 연령, 성별, 수술방법, 조직학적 유형, T인자, 종양세포에 의한 혈관침습 유무, 그리고 전이 억제 유전자로 알려진 nm23 단백의 발현정도와 생존율과의 관계에 대한 분석을 시행하였다. 평균 생존기간은 58$\pm$3개월이었고 5년 생존률은 58.9%였다. 종양에 의한 혈관침습이 있는 경우와 저분화성 편평세포폐암인 경우에 예후가 불량한 것으로 나타났고, T1이 T2에 비해 또 nm23 단백의 발현은 고도발현 군이 저도발현 군에 비해 각각 5년 생존률이 높았으나 통계학적인 유의성은 없었다. T인자, 혈관침습, 편평세포암종에서 분화도, 그리고 nm23 단백의 발현들 상호간에 연관성도 없었다. 제1병기 비소세포폐암의 술후 예후인자는 종양세포에 의한 혈관침습과 편평세포 폐암종에서 종양세포의 분화도로 나타났고, nm23 단백 발현정도의 예후인자로서 역할에 대해서는 nm23 단백 발현 정도와 타 장기로의 전이와의 상관성 등 향후 추가적인 연구가 보완되어야 할 것으로 사료된다.

• 동의생리병리학회지
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• 제22권6호
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• pp.1579-1584
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• 2008

Anemia are often detected among many patients who are treated in oriental traditional medicine hospitals in Korea through blood tests which are taken to diagnose the patients' general state, and most of them are diagnosed to have iron deficiency anemia. This study amis the effect of herbal medicine on the RBC count, hemoglobin, hematocrits and indices of red blood cells such as mean corpuscular volume(MCV), mean corpuscular hemoglobin(MCH), mean corpuscular hemoglobin concentration(MCHC), serum iron, and total iron binding capacity(TIBC) among patients who were treated in oriental medical hospital and diagnosed to have anemia through blood tests other than main symptoms. The subjects of this study were 29 patients(male 7, female 22, mean age: 56.24${\pm}$19.11years) who were chosen ones, they has below hemoglobin 12 gm/dL, serum iron 70 IU/L, MCV 80 fL on laboratory screening test when they first visits our hospital. As a result, the volume of red blood cell(RBC), hematocrit(HCT), and hemoglobin(Hb) in peripheral blood increased from $348.27{\pm}8.95{\times}10^5$ /UL, 28.82${\pm}$0.56%, 9.24${\pm}$0.22 g/dL to $375.62{\pm}9.11{\times}10^5$ /UL, 31.36${\pm}$0.68%, 10.31${\pm}$0.25 g/dL comparing before and after oriental medicine treatment. After the treatment, MCH, MCHC, and MCV also increased from 26.98${\pm}$0.84 Pg, 32.62${\pm}$0.45 g/dl, 79.26${\pm}$0.17 fL to 27.74${\pm}$0.74 Pg, 32.84${\pm}$0.33 g/dl, 84.15${\pm}$1.67 fL. There was statistically significant increase in MCH, MCV(P<0.05); however, there was no significant change in MCHC(P>0.05). The amount of iron in blood increased from 32.96${\pm}$4.20 ug/dL to 67.22${\pm}$7.18 ug/dL, which showed a statistically significant increase(P<0.05). On the other hand, TIBC decreased from 325.08${\pm}$13.97 ug/dL to 315.61${\pm}$18.79 ug/dL, which was not a statistically significant change(P>0.05). Like this, all the patients showed favorable results in anemia based on the measurements of indices of red blood cells except MCHC. According to the classification of herbal medicines, in strengthening energy group(補氣), replenishing blood group(補血), and replenishing both energy and blood group(補氣血), the volume of RBC, HCT, and hemoglobin showed significant increases. Furthermore, in herbal medicines strengthening blood(補血) and replenishing both energy and blood group(補氣血), serum iron also relatively increased compare to strengthening energy group(補氣).